{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import omegaconf\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "import mbrl.models as models\n",
    "import mbrl.util.common as common_utils\n",
    "import mbrl.util.replay_buffer as replay_buffer\n",
    "\n",
    "device = torch.device(\"cuda:0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_points = 10000\n",
    "x_data = np.linspace(-12, 12, num_points)\n",
    "y_data = np.sin(x_data)\n",
    "\n",
    "train_size = 2000\n",
    "val_size = 200\n",
    "x_train = np.zeros(2 * train_size)\n",
    "y_train = np.zeros(2 * train_size)\n",
    "x_val = np.zeros(2 * val_size)\n",
    "y_val = np.zeros(2 * val_size)\n",
    "\n",
    "# Half with lower noise\n",
    "train_val_idx_1 = np.random.choice(list(range(1200, 3500)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.05\n",
    "x_train[:train_size] = x_data[train_val_idx_1[:train_size]]\n",
    "y_train[:train_size] = y_data[train_val_idx_1[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[:val_size] = x_data[train_val_idx_1[train_size:]]\n",
    "y_val[:val_size] = y_data[train_val_idx_1[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "# Half with higher noise\n",
    "train_val_idx_2 = np.random.choice(list(range(6500, 8800)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.20\n",
    "x_train[train_size:] = x_data[train_val_idx_2[:train_size]]\n",
    "y_train[train_size:] = y_data[train_val_idx_2[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[val_size:] = x_data[train_val_idx_2[train_size:]]\n",
    "y_val[val_size:] = y_data[train_val_idx_2[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, x_train, y_train, '.', x_val, y_val, 'o', markersize=4)\n",
    "plt.show()\n",
    "\n",
    "train_size *=2\n",
    "val_size *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ReplayBuffer generates its own training/validation split, but in this example we want to\n",
    "# keep the split generated above, so instead we use two replay buffers. \n",
    "\n",
    "num_members = 5\n",
    "train_buffer = replay_buffer.ReplayBuffer(train_size, (1,), (0,))\n",
    "val_buffer = replay_buffer.ReplayBuffer(val_size, (1,), (0,))\n",
    "for i in range(train_size):\n",
    "    train_buffer.add(x_train[i], 0, y_train[i], 0, False)\n",
    "for i in range(val_size):\n",
    "    val_buffer.add(x_val[i], 0, y_val[i], 0, False)\n",
    "train_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    train_buffer, 2048, 0, ensemble_size=num_members, shuffle_each_epoch=True)\n",
    "val_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    val_buffer, 2048, 0, ensemble_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_members = 5\n",
    "member_cfg = omegaconf.OmegaConf.create({\n",
    "    \"_target_\": \"mbrl.models.GaussianMLP\",\n",
    "    \"device\": \"cuda:0\",\n",
    "    \"in_size\": 1,\n",
    "    \"out_size\": 1,\n",
    "    \"num_layers\": 3,\n",
    "    \"hid_size\": 64,\n",
    "    \"use_silu\": True\n",
    "})\n",
    "\n",
    "ensemble = models.BasicEnsemble(num_members, device, member_cfg)\n",
    "wrapper = models.OneDTransitionRewardModel(ensemble, target_is_delta=False, normalize=True, learned_rewards=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wrapper.update_normalizer(train_buffer.get_all())\n",
    "trainer = models.ModelTrainer(wrapper, optim_lr=0.003, weight_decay=5e-5)\n",
    "train_losses, val_losses = trainer.train(train_dataset, val_dataset, num_epochs=500, patience=100)\n",
    "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n",
    "ax[0].plot(train_losses)\n",
    "ax[0].set_xlabel(\"epoch\")\n",
    "ax[0].set_ylabel(\"train loss (gaussian nll)\")\n",
    "ax[1].plot(val_losses)\n",
    "ax[1].set_xlabel(\"epoch\")\n",
    "ax[1].set_ylabel(\"val loss (mse)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_tensor = torch.from_numpy(x_data).unsqueeze(1).float().to(device)\n",
    "x_tensor = wrapper.input_normalizer.normalize(x_tensor)\n",
    "\n",
    "with torch.no_grad():\n",
    "    y_pred, y_pred_logvar = ensemble(x_tensor)\n",
    "    y_pred = y_pred[..., 0]\n",
    "    y_pred_logvar = y_pred_logvar[..., 0]\n",
    "y_var_epi = y_pred.var(dim=0).cpu().numpy()\n",
    "y_var = y_pred_logvar.exp()\n",
    "y_pred = y_pred.mean(dim=0).cpu().numpy()\n",
    "y_var_ale = y_var.mean(dim=0).cpu().numpy()\n",
    "\n",
    "y_std = np.sqrt(y_var_epi + y_var_ale)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, 'r')\n",
    "plt.plot(x_train, y_train, '.', markersize=0.9)\n",
    "plt.plot(x_data, y_pred, 'b-', markersize=4)\n",
    "plt.fill_between(x_data, y_pred, y_pred + 2 * y_std, color='b', alpha=0.2)\n",
    "plt.fill_between(x_data, y_pred - 2 * y_std, y_pred, color='b', alpha=0.2)\n",
    "plt.axis([-12, 12, -2.5, 2.5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mbrl",
   "language": "python",
   "name": "mbrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
